Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	4000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	17
Duplicate rows (%)	0.4%
Total size in memory	772.4 KiB
Average record size in memory	197.7 B

Variable types

Numeric	16
Categorical	2

Alerts

Dataset has 17 (0.4%) duplicate rows	Duplicates
`camcol` is highly overall correlated with `dec`	High correlation
`dec` is highly overall correlated with `camcol` and 1 other fields	High correlation
`field` is highly overall correlated with `ra`	High correlation
`g` is highly overall correlated with `i` and 3 other fields	High correlation
`i` is highly overall correlated with `g` and 3 other fields	High correlation
`objid` is highly overall correlated with `dec` and 1 other fields	High correlation
`r` is highly overall correlated with `g` and 3 other fields	High correlation
`ra` is highly overall correlated with `field`	High correlation
`run` is highly overall correlated with `objid`	High correlation
`u` is highly overall correlated with `g` and 3 other fields	High correlation
`z` is highly overall correlated with `g` and 3 other fields	High correlation
`clean` is highly imbalanced (51.7%)	Imbalance

Reproduction

Analysis started	2025-02-16 00:25:03.519436
Analysis finished	2025-02-16 00:26:20.805226
Duration	1 minute and 17.29 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

objid
Real number (ℝ)

High correlation

Distinct	3983
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2376487 × 10¹⁸

Minimum	1.2376464 × 10¹⁸
Maximum	1.2376499 × 10¹⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	1.2376464 × 10¹⁸
5-th percentile	1.2376487 × 10¹⁸
Q1	1.2376487 × 10¹⁸
median	1.2376487 × 10¹⁸
Q3	1.2376487 × 10¹⁸
95-th percentile	1.2376487 × 10¹⁸
Maximum	1.2376499 × 10¹⁸
Range	3.5368888 × 10¹²
Interquartile range (IQR)	1.717017 × 10¹⁰

Descriptive statistics

Standard deviation	4.2442219 × 10¹¹
Coefficient of variation (CV)	3.4292623 × 10^-7
Kurtosis	21.348355
Mean	1.2376487 × 10¹⁸
Median Absolute Deviation (MAD)	2.6682002 × 10⁹
Skewness	-3.8425877
Sum	6.8672649 × 10¹⁸
Variance	1.801342 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.237648721 × 10¹⁸	2	0.1%
1.237648722 × 10¹⁸	2	0.1%
1.23764872 × 10¹⁸	2	0.1%
1.237648706 × 10¹⁸	2	0.1%
1.237648721 × 10¹⁸	2	0.1%
1.237648721 × 10¹⁸	2	0.1%
1.237648723 × 10¹⁸	2	0.1%
1.23764872 × 10¹⁸	2	0.1%
1.23764872 × 10¹⁸	2	0.1%
1.237648722 × 10¹⁸	2	0.1%
Other values (3973)	3980	99.5%

Value	Count	Frequency (%)
1.237646382 × 10¹⁸	1	< 0.1%
1.237646382 × 10¹⁸	1	< 0.1%
1.237646382 × 10¹⁸	1	< 0.1%
1.237646382 × 10¹⁸	1	< 0.1%
1.237646382 × 10¹⁸	1	< 0.1%
1.237646382 × 10¹⁸	1	< 0.1%
1.237646382 × 10¹⁸	1	< 0.1%
1.237646382 × 10¹⁸	1	< 0.1%
1.237646382 × 10¹⁸	1	< 0.1%
1.237646382 × 10¹⁸	1	< 0.1%

Value	Count	Frequency (%)
1.237649918 × 10¹⁸	1	< 0.1%
1.237649918 × 10¹⁸	1	< 0.1%
1.237649918 × 10¹⁸	1	< 0.1%
1.237649918 × 10¹⁸	1	< 0.1%
1.237649918 × 10¹⁸	1	< 0.1%
1.237649918 × 10¹⁸	1	< 0.1%
1.237649918 × 10¹⁸	1	< 0.1%
1.237649918 × 10¹⁸	1	< 0.1%
1.237649918 × 10¹⁸	1	< 0.1%
1.237649918 × 10¹⁸	1	< 0.1%

ra
Real number (ℝ)

High correlation

Distinct	3983
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	185.52329

Minimum	10.469743
Maximum	249.75831
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	10.469743
5-th percentile	119.28463
Q1	162.47467
median	195.81545
Q3	214.34843
95-th percentile	234.86906
Maximum	249.75831
Range	239.28857
Interquartile range (IQR)	51.87376

Descriptive statistics

Standard deviation	41.689446
Coefficient of variation (CV)	0.22471273
Kurtosis	3.9209051
Mean	185.52329
Median Absolute Deviation (MAD)	24.717197
Skewness	-1.6050074
Sum	742093.18
Variance	1738.0099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
166.6230168	2	0.1%
154.0361592	2	0.1%
202.1356181	2	0.1%
247.8968214	2	0.1%
229.9321432	2	0.1%
182.0159398	2	0.1%
169.6234048	2	0.1%
188.1115672	2	0.1%
195.6881045	2	0.1%
230.6643759	2	0.1%
Other values (3973)	3980	99.5%

Value	Count	Frequency (%)
10.46974318	1	< 0.1%
10.56454003	1	< 0.1%
10.64180442	1	< 0.1%
10.66544908	1	< 0.1%
10.6720908	1	< 0.1%
10.7652692	1	< 0.1%
10.77358507	1	< 0.1%
10.83909086	1	< 0.1%
10.94418571	1	< 0.1%
11.12317887	1	< 0.1%

Value	Count	Frequency (%)
249.7583133	1	< 0.1%
249.7235743	1	< 0.1%
249.6161725	1	< 0.1%
249.501515	1	< 0.1%
249.5007148	1	< 0.1%
249.3834716	1	< 0.1%
249.3717383	1	< 0.1%
249.2177297	1	< 0.1%
249.1129862	1	< 0.1%
248.9820697	1	< 0.1%

dec
Real number (ℝ)

High correlation

Distinct	3983
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24895879

Minimum	-1.2527631
Maximum	13.85401
Zeros	0
Zeros (%)	0.0%
Negative	1935
Negative (%)	48.4%
Memory size	31.4 KiB

Quantile statistics

Minimum	-1.2527631
5-th percentile	-1.0919301
Q1	-0.63182388
median	0.053336256
Q3	0.59339562
95-th percentile	1.1857498
Maximum	13.85401
Range	15.106773
Interquartile range (IQR)	1.2252195

Descriptive statistics

Standard deviation	2.0010746
Coefficient of variation (CV)	8.0377747
Kurtosis	35.399037
Mean	0.24895879
Median Absolute Deviation (MAD)	0.61955612
Skewness	5.6856929
Sum	995.83515
Variance	4.0042997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.546629818	2	0.1%
0.41793037	2	0.1%
-0.933404175	2	0.1%
0.990909226	2	0.1%
-0.607750181	2	0.1%
-0.116600409	2	0.1%
1.098641364	2	0.1%
-0.899130549	2	0.1%
-0.868581766	2	0.1%
0.229439206	2	0.1%
Other values (3973)	3980	99.5%

Value	Count	Frequency (%)
-1.252763102	1	< 0.1%
-1.252320591	1	< 0.1%
-1.25191956	1	< 0.1%
-1.251031001	1	< 0.1%
-1.24936436	1	< 0.1%
-1.246636444	1	< 0.1%
-1.246573646	1	< 0.1%
-1.246031107	1	< 0.1%
-1.245091486	1	< 0.1%
-1.243987088	1	< 0.1%

Value	Count	Frequency (%)
13.85401031	1	< 0.1%
13.85330013	1	< 0.1%
13.84939046	1	< 0.1%
13.84089199	1	< 0.1%
13.83275076	1	< 0.1%
13.81214842	1	< 0.1%
13.80296197	1	< 0.1%
13.79485176	1	< 0.1%
13.78859165	1	< 0.1%
13.78343991	1	< 0.1%

u
Real number (ℝ)

High correlation

Distinct	3952
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.609049

Minimum	13.55178
Maximum	19.59975
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	13.55178
5-th percentile	16.927199
Q1	18.170375
median	18.843745
Q3	19.261563
95-th percentile	19.532675
Maximum	19.59975
Range	6.04797
Interquartile range (IQR)	1.0911875

Descriptive statistics

Standard deviation	0.83943089
Coefficient of variation (CV)	0.045108748
Kurtosis	1.3468986
Mean	18.609049
Median Absolute Deviation (MAD)	0.499265
Skewness	-1.2110905
Sum	74436.195
Variance	0.70464421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.58449	2	0.1%
18.34448	2	0.1%
19.21814	2	0.1%
18.47695	2	0.1%
18.95048	2	0.1%
19.53721	2	0.1%
17.88213	2	0.1%
19.20444	2	0.1%
18.9664	2	0.1%
18.73745	2	0.1%
Other values (3942)	3980	99.5%

Value	Count	Frequency (%)
13.55178	1	< 0.1%
14.27148	1	< 0.1%
15.19889	1	< 0.1%
15.24597	1	< 0.1%
15.2567	1	< 0.1%
15.30036	1	< 0.1%
15.36615	1	< 0.1%
15.44225	1	< 0.1%
15.50503	1	< 0.1%
15.61552	1	< 0.1%

Value	Count	Frequency (%)
19.59975	1	< 0.1%
19.59929	1	< 0.1%
19.59895	1	< 0.1%
19.59887	1	< 0.1%
19.59867	1	< 0.1%
19.59834	1	< 0.1%
19.59801	1	< 0.1%
19.59785	1	< 0.1%
19.59779	1	< 0.1%
19.59761	1	< 0.1%

g
Real number (ℝ)

High correlation

Distinct	3953
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.363397

Minimum	12.97487
Maximum	22.49745
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	12.97487
5-th percentile	15.629518
Q1	16.79611
median	17.472525
Q3	17.997818
95-th percentile	18.815998
Maximum	22.49745
Range	9.52258
Interquartile range (IQR)	1.2017075

Descriptive statistics

Standard deviation	0.95096444
Coefficient of variation (CV)	0.054768342
Kurtosis	0.62153892
Mean	17.363397
Median Absolute Deviation (MAD)	0.5803
Skewness	-0.43789411
Sum	69453.586
Variance	0.90433338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.11525	2	0.1%
17.46911	2	0.1%
19.27966	2	0.1%
17.4726	2	0.1%
18.04827	2	0.1%
16.9155	2	0.1%
15.61154	2	0.1%
18.01077	2	0.1%
18.0898	2	0.1%
17.58908	2	0.1%
Other values (3943)	3980	99.5%

Value	Count	Frequency (%)
12.97487	1	< 0.1%
13.42748	1	< 0.1%
13.78314	1	< 0.1%
13.99257	1	< 0.1%
14.05953	1	< 0.1%
14.10306	1	< 0.1%
14.11678	1	< 0.1%
14.14376	1	< 0.1%
14.16943	1	< 0.1%
14.2079	1	< 0.1%

Value	Count	Frequency (%)
22.49745	1	< 0.1%
20.71108	1	< 0.1%
20.2118	1	< 0.1%
20.20427	1	< 0.1%
20.04382	1	< 0.1%
19.92393	1	< 0.1%
19.92153	1	< 0.1%
19.70171	1	< 0.1%
19.69143	1	< 0.1%
19.64128	1	< 0.1%

r
Real number (ℝ)

High correlation

Distinct	3963
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.839856

Minimum	12.36285
Maximum	22.26596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	12.36285
5-th percentile	15.05854
Q1	16.190785
median	16.850835
Q3	17.50664
95-th percentile	18.675435
Maximum	22.26596
Range	9.90311
Interquartile range (IQR)	1.315855

Descriptive statistics

Standard deviation	1.0553432
Coefficient of variation (CV)	0.062669374
Kurtosis	0.43654361
Mean	16.839856
Median Absolute Deviation (MAD)	0.657815
Skewness	-0.045367748
Sum	67359.424
Variance	1.1137493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.20133	2	0.1%
17.50523	2	0.1%
17.09694	2	0.1%
17.38715	2	0.1%
17.62213	2	0.1%
15.03329	2	0.1%
16.48978	2	0.1%
15.4346	2	0.1%
17.08713	2	0.1%
17.29931	2	0.1%
Other values (3953)	3980	99.5%

Value	Count	Frequency (%)
12.36285	1	< 0.1%
12.51399	1	< 0.1%
12.90478	1	< 0.1%
13.07748	1	< 0.1%
13.25364	1	< 0.1%
13.32631	1	< 0.1%
13.42119	1	< 0.1%
13.46431	1	< 0.1%
13.49015	1	< 0.1%
13.5704	1	< 0.1%

Value	Count	Frequency (%)
22.26596	1	< 0.1%
20.34448	1	< 0.1%
20.3055	1	< 0.1%
20.11866	1	< 0.1%
20.07993	1	< 0.1%
19.99062	1	< 0.1%
19.77019	1	< 0.1%
19.65286	1	< 0.1%
19.62355	1	< 0.1%
19.60794	1	< 0.1%

i
Real number (ℝ)

High correlation

Distinct	3959
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.597712

Minimum	12.01079
Maximum	28.17963
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	12.01079
5-th percentile	14.786187
Q1	15.870782
median	16.571195
Q3	17.258833
95-th percentile	18.622701
Maximum	28.17963
Range	16.16884
Interquartile range (IQR)	1.38805

Descriptive statistics

Standard deviation	1.1412517
Coefficient of variation (CV)	0.068759577
Kurtosis	3.4108822
Mean	16.597712
Median Absolute Deviation (MAD)	0.69514
Skewness	0.45678036
Sum	66390.848
Variance	1.3024554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.73403	2	0.1%
16.04853	2	0.1%
17.50597	2	0.1%
15.46264	2	0.1%
17.42278	2	0.1%
15.83239	2	0.1%
15.53263	2	0.1%
16.32482	2	0.1%
16.88134	2	0.1%
16.15339	2	0.1%
Other values (3949)	3980	99.5%

Value	Count	Frequency (%)
12.01079	1	< 0.1%
12.07615	1	< 0.1%
12.43369	1	< 0.1%
12.59386	1	< 0.1%
12.85262	1	< 0.1%
12.92891	1	< 0.1%
13.03327	1	< 0.1%
13.11638	1	< 0.1%
13.14345	1	< 0.1%
13.26782	1	< 0.1%

Value	Count	Frequency (%)
28.17963	1	< 0.1%
24.35682	1	< 0.1%
21.92004	1	< 0.1%
20.66213	1	< 0.1%
20.62263	1	< 0.1%
20.59825	1	< 0.1%
20.29203	1	< 0.1%
20.27857	1	< 0.1%
20.09426	1	< 0.1%
20.0247	1	< 0.1%

z
Real number (ℝ)

High correlation

Distinct	3968
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.439392

Minimum	11.79953
Maximum	20.84769
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	11.79953
5-th percentile	14.569926
Q1	15.628205
median	16.402665
Q3	17.147037
95-th percentile	18.5865
Maximum	20.84769
Range	9.04816
Interquartile range (IQR)	1.5188325

Descriptive statistics

Standard deviation	1.1905021
Coefficient of variation (CV)	0.072417647
Kurtosis	0.37016676
Mean	16.439392
Median Absolute Deviation (MAD)	0.758975
Skewness	0.21191619
Sum	65757.568
Variance	1.4172952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.56668	2	0.1%
15.39552	2	0.1%
16.51886	2	0.1%
16.67511	2	0.1%
16.94267	2	0.1%
16.56421	2	0.1%
17.0636	2	0.1%
16.87079	2	0.1%
16.56451	2	0.1%
16.7088	2	0.1%
Other values (3958)	3980	99.5%

Value	Count	Frequency (%)
11.79953	1	< 0.1%
12.1042	1	< 0.1%
12.20652	1	< 0.1%
12.25992	1	< 0.1%
12.55824	1	< 0.1%
12.6434	1	< 0.1%
12.76936	1	< 0.1%
12.81764	1	< 0.1%
12.87329	1	< 0.1%
13.00789	1	< 0.1%

Value	Count	Frequency (%)
20.84769	1	< 0.1%
20.74779	1	< 0.1%
20.59599	1	< 0.1%
20.48277	1	< 0.1%
20.34913	1	< 0.1%
20.32314	1	< 0.1%
20.29061	1	< 0.1%
20.20325	1	< 0.1%
20.18666	1	< 0.1%
20.16837	1	< 0.1%

run
Real number (ℝ)

High correlation

Distinct	7
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	743.829

Minimum	211
Maximum	1035
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	211
5-th percentile	752
Q1	752
median	756
Q3	756
95-th percentile	756
Maximum	1035
Range	824
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	98.865936
Coefficient of variation (CV)	0.13291487
Kurtosis	21.343107
Mean	743.829
Median Absolute Deviation (MAD)	0
Skewness	-3.8404459
Sum	2975316
Variance	9774.4734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
756	2177	54.4%
752	1566	39.1%
211	85	2.1%
1035	77	1.9%
745	61	1.5%
259	33	0.8%
250	1	< 0.1%

Value	Count	Frequency (%)
211	85	2.1%
250	1	< 0.1%
259	33	0.8%
745	61	1.5%
752	1566	39.1%
756	2177	54.4%
1035	77	1.9%

Value	Count	Frequency (%)
1035	77	1.9%
756	2177	54.4%
752	1566	39.1%
745	61	1.5%
259	33	0.8%
250	1	< 0.1%
211	85	2.1%

camcol
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.37625

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.6990902
Coefficient of variation (CV)	0.50324776
Kurtosis	-1.2765581
Mean	3.37625
Median Absolute Deviation (MAD)	2
Skewness	0.0096306717
Sum	13505
Variance	2.8869077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	800	20.0%
4	752	18.8%
5	716	17.9%
2	633	15.8%
3	581	14.5%
6	518	13.0%

Value	Count	Frequency (%)
1	800	20.0%
2	633	15.8%
3	581	14.5%
4	752	18.8%
5	716	17.9%
6	518	13.0%

Value	Count	Frequency (%)
6	518	13.0%
5	716	17.9%
4	752	18.8%
3	581	14.5%
2	633	15.8%
1	800	20.0%

field
Real number (ℝ)

High correlation

Distinct	663
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	419.602

Minimum	19
Maximum	812
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	19
5-th percentile	68.95
Q1	311
median	434
Q3	527
95-th percentile	732
Maximum	812
Range	793
Interquartile range (IQR)	216

Descriptive statistics

Standard deviation	167.16206
Coefficient of variation (CV)	0.39838243
Kurtosis	0.17722284
Mean	419.602
Median Absolute Deviation (MAD)	101
Skewness	-0.143496
Sum	1678408
Variance	27943.155
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
482	32	0.8%
365	30	0.8%
362	27	0.7%
368	27	0.7%
369	27	0.7%
301	25	0.6%
483	24	0.6%
375	23	0.6%
366	23	0.6%
363	23	0.6%
Other values (653)	3739	93.5%

Value	Count	Frequency (%)
19	1	< 0.1%
20	1	< 0.1%
21	1	< 0.1%
23	2	0.1%
24	2	0.1%
25	1	< 0.1%
26	3	0.1%
28	1	< 0.1%
30	2	0.1%
31	2	0.1%

Value	Count	Frequency (%)
812	2	0.1%
811	3	0.1%
810	1	< 0.1%
809	2	0.1%
808	2	0.1%
806	4	0.1%
805	3	0.1%
804	3	0.1%
803	2	0.1%
802	2	0.1%

score
Real number (ℝ)

Distinct	1563
Distinct (%)	39.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.85176465

Minimum	0.3019117
Maximum	0.961145
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	0.3019117
5-th percentile	0.80245897
Q1	0.8368661
median	0.8606745
Q3	0.8798336
95-th percentile	0.911073
Maximum	0.961145
Range	0.6592333
Interquartile range (IQR)	0.0429675

Descriptive statistics

Standard deviation	0.071311212
Coefficient of variation (CV)	0.083721733
Kurtosis	38.477106
Mean	0.85176465
Median Absolute Deviation (MAD)	0.0211713
Skewness	-5.6404382
Sum	3407.0586
Variance	0.005085289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.836858	11	0.3%
0.8465437	11	0.3%
0.7824787	11	0.3%
0.9423295	11	0.3%
0.8799449	10	0.2%
0.8700646	10	0.2%
0.8328651	10	0.2%
0.8723025	10	0.2%
0.8568273	10	0.2%
0.9080893	10	0.2%
Other values (1553)	3896	97.4%

Value	Count	Frequency (%)
0.3019117	1	< 0.1%
0.3024282	2	0.1%
0.3030093	1	< 0.1%
0.3041231	2	0.1%
0.3106202	1	< 0.1%
0.3132147	2	0.1%
0.3135445	1	< 0.1%
0.3145903	1	< 0.1%
0.3157648	3	0.1%
0.3178807	1	< 0.1%

Value	Count	Frequency (%)
0.961145	6	0.1%
0.9566482	3	0.1%
0.9557393	3	0.1%
0.9540014	4	0.1%
0.953559	2	0.1%
0.9504662	3	0.1%
0.946646	2	0.1%
0.9423295	11	0.3%
0.9391892	1	< 0.1%
0.9386902	5	0.1%

clean
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	226.7 KiB

1	3582
0	418

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	3582	89.5%
0	418	10.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	3582	89.5%
0	418	10.4%

Most occurring characters

Value	Count	Frequency (%)
1	3582	89.5%
0	418	10.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	3582	89.5%
0	418	10.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	3582	89.5%
0	418	10.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	3582	89.5%
0	418	10.4%

class
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	241.1 KiB

GALAXY	1857
STAR	1629
QSO	292
S	177
G	44

Length

Max length	6
Median length	4
Mean length	4.69025
Min length	1

Characters and Unicode

Total characters	18761
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	STAR
2nd row	GALAXY
3rd row	GALAXY
4th row	GALAXY
5th row	STAR

Common Values

Value	Count	Frequency (%)
GALAXY	1857	46.4%
STAR	1629	40.7%
QSO	292	7.3%
S	177	4.4%
G	44	1.1%
QUASAR	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
galaxy	1857	46.4%
star	1629	40.7%
qso	292	7.3%
s	177	4.4%
g	44	1.1%
quasar	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	5345	28.5%
S	2099	11.2%
G	1901	10.1%
L	1857	9.9%
X	1857	9.9%
Y	1857	9.9%
R	1630	8.7%
T	1629	8.7%
Q	293	1.6%
O	292	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	18761	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	5345	28.5%
S	2099	11.2%
G	1901	10.1%
L	1857	9.9%
X	1857	9.9%
Y	1857	9.9%
R	1630	8.7%
T	1629	8.7%
Q	293	1.6%
O	292	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	18761	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	5345	28.5%
S	2099	11.2%
G	1901	10.1%
L	1857	9.9%
X	1857	9.9%
Y	1857	9.9%
R	1630	8.7%
T	1629	8.7%
Q	293	1.6%
O	292	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	18761	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	5345	28.5%
S	2099	11.2%
G	1901	10.1%
L	1857	9.9%
X	1857	9.9%
Y	1857	9.9%
R	1630	8.7%
T	1629	8.7%
Q	293	1.6%
O	292	1.6%

redshift
Real number (ℝ)

Distinct	3932
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13401545

Minimum	-0.003321956
Maximum	4.192597
Zeros	14
Zeros (%)	0.4%
Negative	648
Negative (%)	16.2%
Memory size	31.4 KiB

Quantile statistics

Minimum	-0.003321956
5-th percentile	-0.0002082177
Q1	0.0001061535
median	0.0320384
Q3	0.08647908
95-th percentile	0.9817242
Maximum	4.192597
Range	4.195919
Interquartile range (IQR)	0.086372927

Descriptive statistics

Standard deviation	0.37974182
Coefficient of variation (CV)	2.8335674
Kurtosis	22.051551
Mean	0.13401545
Median Absolute Deviation (MAD)	0.0321006
Skewness	4.450826
Sum	536.06181
Variance	0.14420385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14	0.4%
-6.88 × 10^-5	3	0.1%
-8.78 × 10^-5	3	0.1%
0.1091683	2	0.1%
-1.02 × 10^-5	2	0.1%
1.177334 × 10^-5	2	0.1%
-8.08 × 10^-5	2	0.1%
-7.74 × 10^-5	2	0.1%
-2.56 × 10^-5	2	0.1%
-9.23 × 10^-5	2	0.1%
Other values (3922)	3966	99.2%

Value	Count	Frequency (%)
-0.003321956	1	< 0.1%
-0.002372675	1	< 0.1%
-0.001026085	1	< 0.1%
-0.000979757	1	< 0.1%
-0.000964143	1	< 0.1%
-0.000912148	1	< 0.1%
-0.000858878	1	< 0.1%
-0.000848519	1	< 0.1%
-0.000837872	1	< 0.1%
-0.0008205	1	< 0.1%

Value	Count	Frequency (%)
4.192597	1	< 0.1%
4.09963	1	< 0.1%
2.807709	1	< 0.1%
2.791397	1	< 0.1%
2.753311	1	< 0.1%
2.71233	1	< 0.1%
2.660608	1	< 0.1%
2.62735	1	< 0.1%
2.601201	1	< 0.1%
2.519756	1	< 0.1%

mjd
Real number (ℝ)

Distinct	183
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52957.125

Minimum	51608
Maximum	58932
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	51608
5-th percentile	51613
Q1	51821
median	51986
Q3	54468
95-th percentile	56727
Maximum	58932
Range	7324
Interquartile range (IQR)	2647

Descriptive statistics

Standard deviation	1601.1481
Coefficient of variation (CV)	0.030234801
Kurtosis	0.014285792
Mean	52957.125
Median Absolute Deviation (MAD)	323
Skewness	1.0736102
Sum	2.118285 × 10⁸
Variance	2563675.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51984	132	3.3%
56727	119	3.0%
54970	110	2.8%
51609	110	2.8%
51990	102	2.5%
51689	92	2.3%
51671	90	2.2%
51615	87	2.2%
54567	87	2.2%
53816	85	2.1%
Other values (173)	2986	74.7%

Value	Count	Frequency (%)
51608	20	0.5%
51609	110	2.8%
51612	34	0.9%
51613	55	1.4%
51614	16	0.4%
51615	87	2.2%
51616	1	< 0.1%
51630	18	0.4%
51633	25	0.6%
51637	41	1.0%

Value	Count	Frequency (%)
58932	7	0.2%
58930	5	0.1%
58488	1	< 0.1%
58462	2	0.1%
56749	9	0.2%
56745	37	0.9%
56739	26	0.7%
56727	119	3.0%
56658	5	0.1%
56603	2	0.1%

rowv
Real number (ℝ)

Distinct	3979
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00021804758

Minimum	-0.2645156
Maximum	0.1818706
Zeros	2
Zeros (%)	< 0.1%
Negative	1765
Negative (%)	44.1%
Memory size	31.4 KiB

Quantile statistics

Minimum	-0.2645156
5-th percentile	-0.0064086733
Q1	-0.0012119962
median	0.000321998
Q3	0.0016976368
95-th percentile	0.0070081944
Maximum	0.1818706
Range	0.4463862
Interquartile range (IQR)	0.002909633

Descriptive statistics

Standard deviation	0.0087940266
Coefficient of variation (CV)	40.330768
Kurtosis	296.8412
Mean	0.00021804758
Median Absolute Deviation (MAD)	0.0014609625
Skewness	-5.6168567
Sum	0.87219033
Variance	7.7334903 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.002149071	2	0.1%
0.008121597	2	0.1%
-0.003803096	2	0.1%
-0.00286046	2	0.1%
-3.04 × 10^-5	2	0.1%
-0.001869018	2	0.1%
0.001003605	2	0.1%
0.000650717	2	0.1%
-0.000639366	2	0.1%
0.004916723	2	0.1%
Other values (3969)	3980	99.5%

Value	Count	Frequency (%)
-0.2645156	1	< 0.1%
-0.1398193	1	< 0.1%
-0.1358781	1	< 0.1%
-0.06693275	1	< 0.1%
-0.06422039	1	< 0.1%
-0.054274	1	< 0.1%
-0.05404711	1	< 0.1%
-0.05160012	1	< 0.1%
-0.04396291	1	< 0.1%
-0.04297497	1	< 0.1%

Value	Count	Frequency (%)
0.1818706	1	< 0.1%
0.1072399	1	< 0.1%
0.0934741	1	< 0.1%
0.08637648	1	< 0.1%
0.06073269	1	< 0.1%
0.06004669	1	< 0.1%
0.0550917	1	< 0.1%
0.04517849	1	< 0.1%
0.04484035	1	< 0.1%
0.04320135	1	< 0.1%

colv
Real number (ℝ)

Distinct	3978
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9.0040937 × 10^-5

Minimum	-0.1688072
Maximum	0.1288143
Zeros	2
Zeros (%)	< 0.1%
Negative	1920
Negative (%)	48.0%
Memory size	31.4 KiB

Quantile statistics

Minimum	-0.1688072
5-th percentile	-0.0068975182
Q1	-0.0016085975
median	0.000125452
Q3	0.0016723462
95-th percentile	0.0056239964
Maximum	0.1288143
Range	0.2976215
Interquartile range (IQR)	0.0032809438

Descriptive statistics

Standard deviation	0.007457006
Coefficient of variation (CV)	-82.817951
Kurtosis	127.64017
Mean	-9.0040937 × 10^-5
Median Absolute Deviation (MAD)	0.001634329
Skewness	-2.8478056
Sum	-0.36016375
Variance	5.5606938 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01249377	2	0.1%
0.001156267	2	0.1%
-0.000682925	2	0.1%
-0.001856848	2	0.1%
-0.009144525	2	0.1%
0.002610588	2	0.1%
0.000270429	2	0.1%
-0.000929943	2	0.1%
-0.001644898	2	0.1%
0.001375522	2	0.1%
Other values (3968)	3980	99.5%

Value	Count	Frequency (%)
-0.1688072	1	< 0.1%
-0.1176926	1	< 0.1%
-0.1033961	1	< 0.1%
-0.05927097	1	< 0.1%
-0.05704488	1	< 0.1%
-0.052786	1	< 0.1%
-0.04888019	1	< 0.1%
-0.04573492	1	< 0.1%
-0.04379889	1	< 0.1%
-0.04273449	1	< 0.1%

Value	Count	Frequency (%)
0.1288143	1	< 0.1%
0.07857239	1	< 0.1%
0.07477995	1	< 0.1%
0.06270446	1	< 0.1%
0.05491816	1	< 0.1%
0.05296343	1	< 0.1%
0.04758138	1	< 0.1%
0.04696766	1	< 0.1%
0.04605837	1	< 0.1%
0.04011283	1	< 0.1%

	camcol	class	clean	colv	dec	field	g	i	mjd	objid	r	ra	redshift	rowv	run	score	u	z
camcol	1.000	0.064	0.029	-0.070	0.891	0.168	0.001	0.004	-0.122	0.297	0.002	0.141	-0.019	-0.036	-0.154	0.125	0.012	-0.001
class	0.064	1.000	0.234	0.065	0.017	0.092	0.302	0.287	0.331	0.127	0.303	0.144	0.418	0.107	0.127	0.027	0.128	0.305
clean	0.029	0.234	1.000	0.292	0.012	0.067	0.060	0.089	0.179	0.000	0.072	0.090	0.037	0.197	0.000	0.000	0.028	0.084
colv	-0.070	0.065	0.292	1.000	-0.067	-0.001	0.064	0.132	0.106	0.015	0.110	-0.019	-0.089	0.101	0.052	0.001	-0.044	0.151
dec	0.891	0.017	0.012	-0.067	1.000	0.059	0.003	-0.002	-0.124	0.500	-0.001	-0.026	-0.023	-0.023	0.086	0.059	0.015	-0.008
field	0.168	0.092	0.067	-0.001	0.059	1.000	0.078	0.067	-0.163	-0.114	0.076	0.840	0.039	0.007	-0.223	-0.014	0.045	0.061
g	0.001	0.302	0.060	0.064	0.003	0.078	1.000	0.911	-0.113	0.037	0.958	0.097	0.356	0.051	0.025	0.038	0.813	0.870
i	0.004	0.287	0.089	0.132	-0.002	0.067	0.911	1.000	0.010	0.016	0.985	0.075	0.136	0.091	0.008	0.048	0.582	0.991
mjd	-0.122	0.331	0.179	0.106	-0.124	-0.163	-0.113	0.010	1.000	0.007	-0.045	-0.240	-0.441	0.018	0.084	0.035	-0.168	0.050
objid	0.297	0.127	0.000	0.015	0.500	-0.114	0.037	0.016	0.007	1.000	0.026	-0.368	0.061	0.023	0.882	0.062	0.038	0.013
r	0.002	0.303	0.072	0.110	-0.001	0.076	0.958	0.985	-0.045	0.026	1.000	0.090	0.225	0.081	0.017	0.045	0.662	0.968
ra	0.141	0.144	0.090	-0.019	-0.026	0.840	0.097	0.075	-0.240	-0.368	0.090	1.000	0.077	-0.009	-0.496	0.059	0.062	0.067
redshift	-0.019	0.418	0.037	-0.089	-0.023	0.039	0.356	0.136	-0.441	0.061	0.225	0.077	1.000	-0.042	0.051	0.017	0.382	0.071
rowv	-0.036	0.107	0.197	0.101	-0.023	0.007	0.051	0.091	0.018	0.023	0.081	-0.009	-0.042	1.000	0.043	0.020	-0.030	0.102
run	-0.154	0.127	0.000	0.052	0.086	-0.223	0.025	0.008	0.084	0.882	0.017	-0.496	0.051	0.043	1.000	-0.019	0.027	0.009
score	0.125	0.027	0.000	0.001	0.059	-0.014	0.038	0.048	0.035	0.062	0.045	0.059	0.017	0.020	-0.019	1.000	-0.004	0.047
u	0.012	0.128	0.028	-0.044	0.015	0.045	0.813	0.582	-0.168	0.038	0.662	0.062	0.382	-0.030	0.027	-0.004	1.000	0.518
z	-0.001	0.305	0.084	0.151	-0.008	0.061	0.870	0.991	0.050	0.013	0.968	0.067	0.071	0.102	0.009	0.047	0.518	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	objid	ra	dec	u	g	r	i	z	run	camcol	field	score	clean	class	redshift	mjd	rowv	colv
0	1237648722306924571	185.574486	0.701402	19.11034	17.62099	17.03464	16.82993	16.71711	756	5	466	0.864145	1	STAR	8.780529e-05	54140	0.002418	0.001363
1	1237648720167436418	203.801841	-0.853906	18.90957	17.62940	17.01465	16.62059	16.35239	756	1	588	0.816541	1	GALAXY	8.619995e-02	51955	0.008650	0.007056
2	1237648720685105352	160.034264	-0.421626	19.26340	17.67693	16.82551	16.42307	16.13864	756	2	295	0.870381	1	GALAXY	1.330486e-01	51913	0.003938	-0.002028
3	1237648703510937836	200.807373	-0.682024	18.82022	17.77765	17.38575	17.11128	16.93540	752	2	382	0.867801	1	GALAXY	8.636355e-02	51959	0.001839	0.001160
4	1237648720161275992	189.792404	-1.001480	18.91391	19.05355	19.46278	19.75660	20.09613	756	1	494	0.833824	1	STAR	-4.090000e-08	54562	0.001929	-0.000465
5	1237648720132178408	123.386052	-1.045499	18.52214	17.45173	17.23112	17.16427	17.13214	756	1	50	0.851417	1	STAR	1.190440e-05	53816	-0.002165	-0.000364
6	1237648720165863598	200.243728	-0.895931	18.09523	16.82764	16.18942	15.83503	15.58671	756	1	564	0.815295	0	GALAXY	4.815651e-02	51984	-0.011610	0.002361
7	1237648704054624442	216.256661	-0.220799	19.20765	18.73173	18.84302	18.98353	19.15128	752	3	486	0.804086	1	STAR	-2.234210e-04	51613	-0.002153	-0.001026
8	1237648722308890870	190.050847	0.695672	17.82951	15.90091	15.02515	14.61881	14.30353	756	5	496	0.822898	1	GALAXY	4.634102e-02	51941	-0.000474	-0.001548
9	1237648720163963081	195.951990	-0.966005	17.76132	16.51327	15.89811	15.53069	15.31236	756	1	535	0.811336	1	GALAXY	8.944633e-02	51986	0.000894	0.001024

	objid	ra	dec	u	g	r	i	z	run	camcol	field	score	clean	class	redshift	mjd	rowv	colv
3990	1237646382079803986	95.226126	0.957251	19.06613	17.34293	16.72245	16.43074	16.22178	211	6	362	0.816245	1	STAR	0.000072	52931	0.000449	-0.000302
3991	1237648722832982102	160.966485	1.061695	19.26472	17.15761	16.11110	15.66093	15.30986	756	6	301	0.852492	1	GALAXY	0.115905	51910	0.002422	0.001939
3992	1237646381542867245	95.002628	0.439155	18.96944	17.39834	17.09692	16.97927	16.86172	211	5	361	0.837128	1	S	0.000249	52931	-0.000172	0.000898
3993	1237648721753080096	146.887742	0.217454	19.52121	17.74410	16.88671	16.40612	16.02948	756	4	207	0.850950	1	GALAXY	0.062968	51630	0.001537	-0.006798
3994	1237648702972493932	197.088527	-1.218833	18.44520	16.90764	16.22432	15.88036	15.62404	752	1	358	0.822236	1	GALAXY	0.117861	51986	-0.000824	0.000152
3995	1237648720690741273	172.826005	-0.484303	18.81890	17.89273	17.54372	17.41363	17.31821	756	2	381	0.887803	1	STAR	0.000152	54891	0.000675	0.000324
3996	1237649918427267086	11.165126	13.745240	17.46665	15.96142	15.36014	15.14572	15.04453	1035	1	38	0.844826	1	STAR	0.000042	53242	-0.000440	-0.000301
3997	1237648720164684046	197.579529	-0.971573	19.45682	18.32555	17.86916	17.57512	17.41648	756	1	546	0.819151	1	GALAXY	0.081606	51985	0.011348	0.005854
3998	1237648721206575779	124.877626	-0.048110	19.20158	17.31450	16.36573	15.91760	15.57736	756	3	60	0.894044	1	GALAXY	0.087448	55888	-0.004486	-0.006072
3999	1237648720161800205	190.920230	-0.972532	17.63725	16.65544	16.29970	16.14733	16.09544	756	1	502	0.845173	1	STAR	0.000213	51928	0.001372	0.000094

Most frequently occurring

	objid	ra	dec	u	g	r	i	z	run	camcol	field	score	clean	class	redshift	mjd	rowv	colv	# duplicates
0	1237646382079606869	94.679499	0.842321	18.47695	16.94897	16.68126	16.59887	16.51747	211	6	359	0.806204	1	STAR	0.000207	52931	0.000372	-0.001017	2
1	1237646382079672642	94.883887	0.990686	17.03847	15.47224	15.10297	14.97051	14.88297	211	6	360	0.806983	1	S	0.000012	52931	-0.001483	0.001376	2
2	1237648703513428079	206.374167	-0.781673	18.28101	17.18856	16.70175	16.33173	16.14626	752	2	420	0.904768	1	GALAXY	0.088136	51943	-0.002860	0.001156	2
3	1237648705132888168	226.621828	0.595329	18.96363	18.67637	18.47234	18.41949	17.96547	752	5	555	0.871417	1	QSO	0.369813	51990	0.002106	-0.000110	2
4	1237648705134461016	230.219374	0.560741	19.42733	19.27966	19.59048	19.86852	20.08571	752	5	579	0.875917	1	STAR	-0.000112	55327	-0.000059	0.000094	2
5	1237648705679065271	247.896821	0.990909	16.74659	15.61752	15.43460	15.40196	15.40794	752	6	697	0.842783	1	STAR	0.000073	51671	0.002149	-0.000930	2
6	1237648720160555035	188.111567	-0.899131	17.22348	15.61154	15.03329	14.82865	14.72664	756	1	483	0.857218	0	STAR	0.000084	54567	-0.001869	0.002611	2
7	1237648720163832016	195.688105	-0.868582	19.20444	18.01077	17.32575	16.90543	16.67041	756	1	533	0.803285	1	GALAXY	0.109168	51986	0.000651	0.003156	2
8	1237648720166715396	202.135618	-0.933404	18.68036	17.16083	16.49770	16.15339	15.95089	756	1	577	0.804931	1	GALAXY	0.054868	51959	0.002469	0.001023	2
9	1237648720687988788	166.623017	-0.546630	19.55528	17.73928	16.86703	16.44810	16.11761	756	2	339	0.879096	1	GALAXY	0.086721	51900	0.001004	-0.001857	2

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring